Frontier models can be superhuman on one task and fail hard on the next
nicolascraske · x · 2026-07-25
A thread reacting to the OpenAI / Hugging Face safety controversy says people are underestimating how jagged frontier systems are.
- The author argues that it is a mistake to dismiss the incident as a simple “whoops, better luck next time.”
- He says models can be superhuman on one task and fail completely on the next.
- The key concern is containment: these systems operate across many more edges than people admit, so safety failures are not isolated anomalies but signs of a broader problem.
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